{
  "id": "2505.16552",
  "title": "Think Silently, Think Fast: Dynamic Latent Compression of LLM Reasoning Chains",
  "authors": "Wenhui Tan, Jiaze Li, Jianzhong Ju, Zhenbo Luo, Ruihua Song, Jian Luan",
  "first_public": "2025-05-22",
  "venue": "arXiv",
  "arxiv": "2505.16552",
  "paper_url": "https://arxiv.org/abs/2505.16552",
  "lens": [
    "internalized",
    "continuous"
  ],
  "representation": [
    "continuous-state"
  ],
  "computation": [
    "token-wise"
  ],
  "training": [
    "distillation",
    "supervised"
  ],
  "questions": [
    "efficiency",
    "capability",
    "controllability"
  ],
  "evidence": [
    "empirical"
  ],
  "modality": [
    "language"
  ],
  "summary": "Dynamically compresses portions of a reasoning chain into latent states according to the problem and intermediate context.",
  "provenance": "Primary-source literature search, 2026-09-04",
  "author_names": [
    "Wenhui Tan",
    "Jiaze Li",
    "Jianzhong Ju",
    "Zhenbo Luo",
    "Ruihua Song",
    "Jian Luan"
  ],
  "record_url": "https://latent-implicit-thinking.github.io/papers/2505.16552/",
  "legacy_record_url": "https://latent-implicit-thinking.github.io/papers/#paper-2505-16552",
  "citation_date": "2025-05-22",
  "json_url": "https://latent-implicit-thinking.github.io/papers/2505.16552/record.json",
  "markdown_url": "https://latent-implicit-thinking.github.io/papers/2505.16552/index.md",
  "bibtex_url": "https://latent-implicit-thinking.github.io/papers/2505.16552/citation.bib",
  "csl_url": "https://latent-implicit-thinking.github.io/papers/2505.16552/citation.csl.json"
}